American Soccer Analysis Data Report

Dataset statistics

Number of variables	34
Number of observations	325
Missing cells	196
Missing cells (%)	1.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	86.5 KiB
Average record size in memory	272.4 B

Variable types

Categorical	7
Numeric	27

Alerts

`Season` has constant value "2021"	Constant
`Player` has a high cardinality: 325 distinct values	High cardinality
`Pass %` has a high cardinality: 197 distinct values	High cardinality
`xPass %` has a high cardinality: 181 distinct values	High cardinality
`Touch %` has a high cardinality: 116 distinct values	High cardinality
`Minutes` is highly correlated with `Shots` and 9 other fields	High correlation
`Shots` is highly correlated with `Minutes` and 11 other fields	High correlation
`SoT` is highly correlated with `Minutes` and 10 other fields	High correlation
`G` is highly correlated with `Shots` and 9 other fields	High correlation
`xG` is highly correlated with `Minutes` and 10 other fields	High correlation
`xPlace` is highly correlated with `G-xG`	High correlation
`G-xG` is highly correlated with `xPlace`	High correlation
`KeyP` is highly correlated with `Minutes` and 11 other fields	High correlation
`A` is highly correlated with `Minutes` and 9 other fields	High correlation
`xA` is highly correlated with `Minutes` and 11 other fields	High correlation
`xG+xA` is highly correlated with `Minutes` and 11 other fields	High correlation
`PA` is highly correlated with `Shots` and 8 other fields	High correlation
`xPA` is highly correlated with `Minutes` and 10 other fields	High correlation
`Passes` is highly correlated with `Minutes` and 5 other fields	High correlation
`Score` is highly correlated with `Per100`	High correlation
`Per100` is highly correlated with `Score`	High correlation
`Distance` is highly correlated with `Vertical`	High correlation
`Vertical` is highly correlated with `Distance`	High correlation
`Games` is highly correlated with `Minutes` and 11 other fields	High correlation
`Receiving` is highly correlated with `Shooting`	High correlation
`Shooting` is highly correlated with `Receiving`	High correlation
`Minutes` is highly correlated with `Shots` and 5 other fields	High correlation
`Shots` is highly correlated with `Minutes` and 11 other fields	High correlation
`SoT` is highly correlated with `Shots` and 10 other fields	High correlation
`G` is highly correlated with `Shots` and 7 other fields	High correlation
`xG` is highly correlated with `Shots` and 7 other fields	High correlation
`xPlace` is highly correlated with `G-xG`	High correlation
`G-xG` is highly correlated with `G` and 1 other fields	High correlation
`KeyP` is highly correlated with `Minutes` and 7 other fields	High correlation
`A` is highly correlated with `Shots` and 5 other fields	High correlation
`xA` is highly correlated with `Minutes` and 6 other fields	High correlation
`A-xA` is highly correlated with `A`	High correlation
`xG+xA` is highly correlated with `Minutes` and 11 other fields	High correlation
`PA` is highly correlated with `Shots` and 6 other fields	High correlation
`xPA` is highly correlated with `Shots` and 7 other fields	High correlation
`Passes` is highly correlated with `Minutes` and 2 other fields	High correlation
`Distance` is highly correlated with `Vertical`	High correlation
`Vertical` is highly correlated with `Distance`	High correlation
`Games` is highly correlated with `Minutes` and 6 other fields	High correlation
`Dribbling` is highly correlated with `Goals Added`	High correlation
`Receiving` is highly correlated with `xG` and 2 other fields	High correlation
`Shooting` is highly correlated with `Shots` and 7 other fields	High correlation
`Goals Added` is highly correlated with `Dribbling`	High correlation
`Minutes` is highly correlated with `KeyP` and 2 other fields	High correlation
`Shots` is highly correlated with `SoT` and 9 other fields	High correlation
`SoT` is highly correlated with `Shots` and 8 other fields	High correlation
`G` is highly correlated with `Shots` and 5 other fields	High correlation
`xG` is highly correlated with `Shots` and 7 other fields	High correlation
`xPlace` is highly correlated with `G-xG`	High correlation
`G-xG` is highly correlated with `xPlace`	High correlation
`KeyP` is highly correlated with `Minutes` and 8 other fields	High correlation
`A` is highly correlated with `Shots` and 4 other fields	High correlation
`xA` is highly correlated with `Shots` and 7 other fields	High correlation
`xG+xA` is highly correlated with `Shots` and 9 other fields	High correlation
`PA` is highly correlated with `Shots` and 5 other fields	High correlation
`xPA` is highly correlated with `Shots` and 7 other fields	High correlation
`Passes` is highly correlated with `Minutes` and 1 other fields	High correlation
`Score` is highly correlated with `Per100`	High correlation
`Per100` is highly correlated with `Score`	High correlation
`Distance` is highly correlated with `Vertical`	High correlation
`Vertical` is highly correlated with `Distance`	High correlation
`Games` is highly correlated with `Minutes` and 5 other fields	High correlation
`Position` is highly correlated with `Season`	High correlation
`Team` is highly correlated with `Season`	High correlation
`Season` is highly correlated with `Position` and 1 other fields	High correlation
`Position` is highly correlated with `Distance` and 1 other fields	High correlation
`Minutes` is highly correlated with `Shots` and 10 other fields	High correlation
`Shots` is highly correlated with `Minutes` and 20 other fields	High correlation
`SoT` is highly correlated with `Minutes` and 18 other fields	High correlation
`G` is highly correlated with `Shots` and 14 other fields	High correlation
`xG` is highly correlated with `Shots` and 14 other fields	High correlation
`xPlace` is highly correlated with `Shots` and 15 other fields	High correlation
`G-xG` is highly correlated with `Shots` and 14 other fields	High correlation
`KeyP` is highly correlated with `Minutes` and 16 other fields	High correlation
`A` is highly correlated with `Minutes` and 12 other fields	High correlation
`xA` is highly correlated with `Minutes` and 19 other fields	High correlation
`A-xA` is highly correlated with `Shots` and 9 other fields	High correlation
`xG+xA` is highly correlated with `Minutes` and 19 other fields	High correlation
`PA` is highly correlated with `Shots` and 14 other fields	High correlation
`xPA` is highly correlated with `Shots` and 14 other fields	High correlation
`Passes` is highly correlated with `Minutes` and 9 other fields	High correlation
`Score` is highly correlated with `Shots` and 11 other fields	High correlation
`Per100` is highly correlated with `Score`	High correlation
`Distance` is highly correlated with `Position` and 1 other fields	High correlation
`Vertical` is highly correlated with `Position` and 1 other fields	High correlation
`Games` is highly correlated with `Minutes` and 6 other fields	High correlation
`Dribbling` is highly correlated with `Shots` and 13 other fields	High correlation
`Fouling` is highly correlated with `Shots` and 7 other fields	High correlation
`Interrupting` is highly correlated with `Passes` and 1 other fields	High correlation
`Passing` is highly correlated with `KeyP` and 7 other fields	High correlation
`Receiving` is highly correlated with `Minutes` and 16 other fields	High correlation
`Shooting` is highly correlated with `Minutes` and 18 other fields	High correlation
`Goals Added` is highly correlated with `Minutes` and 17 other fields	High correlation
`Dribbling` has 28 (8.6%) missing values	Missing
`Fouling` has 28 (8.6%) missing values	Missing
`Interrupting` has 28 (8.6%) missing values	Missing
`Passing` has 28 (8.6%) missing values	Missing
`Receiving` has 28 (8.6%) missing values	Missing
`Shooting` has 28 (8.6%) missing values	Missing
`Goals Added` has 28 (8.6%) missing values	Missing
`Player` is uniformly distributed	Uniform
`xPass %` is uniformly distributed	Uniform
`Player` has unique values	Unique
`Shots` has 62 (19.1%) zeros	Zeros
`SoT` has 108 (33.2%) zeros	Zeros
`G` has 190 (58.5%) zeros	Zeros
`xG` has 62 (19.1%) zeros	Zeros
`xPlace` has 62 (19.1%) zeros	Zeros
`G-xG` has 62 (19.1%) zeros	Zeros
`KeyP` has 78 (24.0%) zeros	Zeros
`A` has 190 (58.5%) zeros	Zeros
`xA` has 78 (24.0%) zeros	Zeros
`A-xA` has 78 (24.0%) zeros	Zeros
`xG+xA` has 48 (14.8%) zeros	Zeros
`PA` has 192 (59.1%) zeros	Zeros
`xPA` has 69 (21.2%) zeros	Zeros
`Passes` has 5 (1.5%) zeros	Zeros
`Score` has 5 (1.5%) zeros	Zeros
`Per100` has 5 (1.5%) zeros	Zeros
`Distance` has 8 (2.5%) zeros	Zeros
`Vertical` has 8 (2.5%) zeros	Zeros
`Dribbling` has 17 (5.2%) zeros	Zeros
`Fouling` has 45 (13.8%) zeros	Zeros
`Interrupting` has 18 (5.5%) zeros	Zeros
`Passing` has 19 (5.8%) zeros	Zeros
`Receiving` has 12 (3.7%) zeros	Zeros
`Shooting` has 19 (5.8%) zeros	Zeros
`Goals Added` has 5 (1.5%) zeros	Zeros

Reproduction

Analysis started	2022-05-03 18:26:49.837083
Analysis finished	2022-05-03 18:28:17.198817
Duration	1 minute and 27.36 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

Player
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct	325
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	2.7 KiB

Erickson Gallardo	1
Roman Torres	1
Romeo Beckham	1
Kevin Silva	1
Brandon Fricke	1
Other values (320)	320

Length

Max length	23
Median length	20
Mean length	13.38153846
Min length	4

Characters and Unicode

Total characters	4349
Distinct characters	63
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	325 ?
Unique (%)	100.0%

Sample

1st row	Aaron Messer
2nd row	Aaron Molloy
3rd row	Aaron Walker
4th row	Abdi Mohamed
5th row	Abdul Illal Osumanu

Common Values

Value	Count	Frequency (%)
Erickson Gallardo	1	0.3%
Roman Torres	1	0.3%
Romeo Beckham	1	0.3%
Kevin Silva	1	0.3%
Brandon Fricke	1	0.3%
Adrian Billhardt	1	0.3%
Richard Sánchez	1	0.3%
Bernard Kamungo	1	0.3%
Alex Knox	1	0.3%
Julian Altobelli	1	0.3%
Other values (315)	315	96.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
joshua	5	0.8%
christian	5	0.8%
alex	4	0.6%
luis	4	0.6%
kevin	4	0.6%
michael	4	0.6%
jonathan	4	0.6%
jake	4	0.6%
noah	4	0.6%
ethan	3	0.5%
Other values (544)	613	93.7%

Most occurring characters

Value	Count	Frequency (%)
a	448	10.3%
e	358	8.2%
	329	7.6%
n	302	6.9%
i	277	6.4%
o	271	6.2%
r	267	6.1%
l	238	5.5%
s	174	4.0%
t	125	2.9%
Other values (53)	1560	35.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3330	76.6%
Uppercase Letter	674	15.5%
Space Separator	329	7.6%
Dash Punctuation	11	0.3%
Other Punctuation	5	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	448	13.5%
e	358	10.8%
n	302	9.1%
i	277	8.3%
o	271	8.1%
r	267	8.0%
l	238	7.1%
s	174	5.2%
t	125	3.8%
u	108	3.2%
Other values (23)	762	22.9%

Uppercase Letter

Value	Count	Frequency (%)
M	71	10.5%
C	62	9.2%
J	57	8.5%
A	48	7.1%
R	43	6.4%
D	40	5.9%
S	37	5.5%
B	36	5.3%
P	33	4.9%
N	28	4.2%
Other values (16)	219	32.5%

Other Punctuation

Value	Count	Frequency (%)
'	4	80.0%
.	1	20.0%

Space Separator

Value	Count	Frequency (%)
	329	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	11	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4004	92.1%
Common	345	7.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	448	11.2%
e	358	8.9%
n	302	7.5%
i	277	6.9%
o	271	6.8%
r	267	6.7%
l	238	5.9%
s	174	4.3%
t	125	3.1%
u	108	2.7%
Other values (49)	1436	35.9%

Common

Value	Count	Frequency (%)
	329	95.4%
-	11	3.2%
'	4	1.2%
.	1	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4330	99.6%
None	19	0.4%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	448	10.3%
e	358	8.3%
	329	7.6%
n	302	7.0%
i	277	6.4%
o	271	6.3%
r	267	6.2%
l	238	5.5%
s	174	4.0%
t	125	2.9%
Other values (45)	1541	35.6%

None

Value	Count	Frequency (%)
á	5	26.3%
é	4	21.1%
í	4	21.1%
ú	2	10.5%
Á	1	5.3%
ã	1	5.3%
ä	1	5.3%
ó	1	5.3%

Team
Categorical

HIGH CORRELATION

Distinct	13
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	2.7 KiB

TOR	33
NTX	32
NC	31
NER	30
FTL	29
Other values (8)	170

Length

Max length	8
Median length	3
Mean length	2.92
Min length	2

Characters and Unicode

Total characters	949
Distinct characters	19
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.3%

Sample

1st row	NC
2nd row	MAD
3rd row	GVL
4th row	GVL
5th row	OMA

Common Values

Value	Count	Frequency (%)
TOR	33	10.2%
NTX	32	9.8%
NC	31	9.5%
NER	30	9.2%
FTL	29	8.9%
RIC	26	8.0%
TRM	25	7.7%
TUC	25	7.7%
OMA	24	7.4%
GVL	23	7.1%
Other values (3)	47	14.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
tor	33	10.1%
ntx	32	9.8%
nc	31	9.5%
ner	31	9.5%
ftl	29	8.9%
ric	26	8.0%
trm	25	7.7%
tuc	25	7.7%
oma	24	7.4%
mad	24	7.4%
Other values (2)	46	14.1%

Most occurring characters

Value	Count	Frequency (%)
T	144	15.2%
R	115	12.1%
C	105	11.1%
N	94	9.9%
M	73	7.7%
A	71	7.5%
O	57	6.0%
L	52	5.5%
X	32	3.4%
E	31	3.3%
Other values (9)	175	18.4%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	947	99.8%
Other Punctuation	1	0.1%
Space Separator	1	0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
T	144	15.2%
R	115	12.1%
C	105	11.1%
N	94	9.9%
M	73	7.7%
A	71	7.5%
O	57	6.0%
L	52	5.5%
X	32	3.4%
E	31	3.3%
Other values (7)	173	18.3%

Other Punctuation

Value	Count	Frequency (%)
,	1	100.0%

Space Separator

Value	Count	Frequency (%)
	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	947	99.8%
Common	2	0.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
T	144	15.2%
R	115	12.1%
C	105	11.1%
N	94	9.9%
M	73	7.7%
A	71	7.5%
O	57	6.0%
L	52	5.5%
X	32	3.4%
E	31	3.3%
Other values (7)	173	18.3%

Common

Value	Count	Frequency (%)
,	1	50.0%
	1	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	949	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
T	144	15.2%
R	115	12.1%
C	105	11.1%
N	94	9.9%
M	73	7.7%
A	71	7.5%
O	57	6.0%
L	52	5.5%
X	32	3.4%
E	31	3.3%
Other values (9)	175	18.4%

Season
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	2.7 KiB

2021	325

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	1300
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2021
2nd row	2021
3rd row	2021
4th row	2021
5th row	2021

Common Values

Value	Count	Frequency (%)
2021	325	100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
2021	325	100.0%

Most occurring characters

Value	Count	Frequency (%)
2	650	50.0%
0	325	25.0%
1	325	25.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1300	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	650	50.0%
0	325	25.0%
1	325	25.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1300	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	650	50.0%
0	325	25.0%
1	325	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1300	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	650	50.0%
0	325	25.0%
1	325	25.0%

Position
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	7
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Memory size	2.7 KiB

W	61
CB	59
CM	59
ST	51
FB	50
Other values (2)	45

Length

Max length	2
Median length	2
Mean length	1.812307692
Min length	1

Characters and Unicode

Total characters	589
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	CB
2nd row	DM
3rd row	CM
4th row	FB
5th row	CB

Common Values

Value	Count	Frequency (%)
W	61	18.8%
CB	59	18.2%
CM	59	18.2%
ST	51	15.7%
FB	50	15.4%
GK	28	8.6%
DM	17	5.2%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
w	61	18.8%
cb	59	18.2%
cm	59	18.2%
st	51	15.7%
fb	50	15.4%
gk	28	8.6%
dm	17	5.2%

Most occurring characters

Value	Count	Frequency (%)
C	118	20.0%
B	109	18.5%
M	76	12.9%
W	61	10.4%
S	51	8.7%
T	51	8.7%
F	50	8.5%
G	28	4.8%
K	28	4.8%
D	17	2.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	589	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
C	118	20.0%
B	109	18.5%
M	76	12.9%
W	61	10.4%
S	51	8.7%
T	51	8.7%
F	50	8.5%
G	28	4.8%
K	28	4.8%
D	17	2.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	589	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
C	118	20.0%
B	109	18.5%
M	76	12.9%
W	61	10.4%
S	51	8.7%
T	51	8.7%
F	50	8.5%
G	28	4.8%
K	28	4.8%
D	17	2.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	589	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
C	118	20.0%
B	109	18.5%
M	76	12.9%
W	61	10.4%
S	51	8.7%
T	51	8.7%
F	50	8.5%
G	28	4.8%
K	28	4.8%
D	17	2.9%

Minutes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	307
Distinct (%)	94.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1114.049231

Minimum	1
Maximum	2757
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	1
5-th percentile	18
Q1	337
median	1010
Q3	1777
95-th percentile	2570.4
Maximum	2757
Range	2756
Interquartile range (IQR)	1440

Descriptive statistics

Standard deviation	831.7457938
Coefficient of variation (CV)	0.7465969823
Kurtosis	-1.159653397
Mean	1114.049231
Median Absolute Deviation (MAD)	721
Skewness	0.2870714545
Sum	362066
Variance	691801.0655
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	4	1.2%
10	3	0.9%
1	2	0.6%
416	2	0.6%
912	2	0.6%
1689	2	0.6%
2183	2	0.6%
1874	2	0.6%
1365	2	0.6%
1702	2	0.6%
Other values (297)	302	92.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	0.6%
4	1	0.3%
5	2	0.6%
7	2	0.6%
8	1	0.3%
10	3	0.9%
11	1	0.3%
12	1	0.3%
16	1	0.3%
17	1	0.3%

Value	Count	Frequency (%)
2757	1	0.3%
2727	1	0.3%
2702	1	0.3%
2694	1	0.3%
2685	1	0.3%
2684	1	0.3%
2672	1	0.3%
2662	1	0.3%
2661	1	0.3%
2660	1	0.3%

Shots
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	54
Distinct (%)	16.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.57538462

Minimum	0
Maximum	85
Zeros	62
Zeros (%)	19.1%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	7
Q3	17
95-th percentile	45
Maximum	85
Range	85
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	15.42438776
Coefficient of variation (CV)	1.226553957
Kurtosis	3.950621326
Mean	12.57538462
Median Absolute Deviation (MAD)	7
Skewness	1.905982194
Sum	4087
Variance	237.9117379
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	62	19.1%
1	28	8.6%
5	16	4.9%
2	13	4.0%
9	12	3.7%
3	12	3.7%
12	12	3.7%
4	11	3.4%
7	11	3.4%
6	10	3.1%
Other values (44)	138	42.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	62	19.1%
1	28	8.6%
2	13	4.0%
3	12	3.7%
4	11	3.4%
5	16	4.9%
6	10	3.1%
7	11	3.4%
8	10	3.1%
9	12	3.7%

Value	Count	Frequency (%)
85	1	0.3%
77	1	0.3%
69	2	0.6%
68	1	0.3%
67	1	0.3%
64	1	0.3%
63	1	0.3%
55	1	0.3%
52	1	0.3%
49	1	0.3%

SoT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	28
Distinct (%)	8.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.295384615

Minimum	0
Maximum	40
Zeros	108
Zeros (%)	33.2%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	5
95-th percentile	17.8
Maximum	40
Range	40
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	6.254293112
Coefficient of variation (CV)	1.456049614
Kurtosis	6.395723335
Mean	4.295384615
Median Absolute Deviation (MAD)	2
Skewness	2.309443956
Sum	1396
Variance	39.11618234
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	108	33.2%
2	43	13.2%
1	37	11.4%
3	22	6.8%
4	21	6.5%
5	14	4.3%
6	11	3.4%
8	9	2.8%
9	7	2.2%
11	6	1.8%
Other values (18)	47	14.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	108	33.2%
1	37	11.4%
2	43	13.2%
3	22	6.8%
4	21	6.5%
5	14	4.3%
6	11	3.4%
7	3	0.9%
8	9	2.8%
9	7	2.2%

Value	Count	Frequency (%)
40	1	0.3%
34	1	0.3%
31	1	0.3%
26	2	0.6%
24	1	0.3%
23	1	0.3%
22	3	0.9%
20	2	0.6%
19	4	1.2%
18	1	0.3%

G
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	15
Distinct (%)	4.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.313846154

Minimum	0
Maximum	18
Zeros	190
Zeros (%)	58.5%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	6
Maximum	18
Range	18
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.448221635
Coefficient of variation (CV)	1.863400542
Kurtosis	11.92152931
Mean	1.313846154
Median Absolute Deviation (MAD)	0
Skewness	3.038098606
Sum	427
Variance	5.993789174
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	190	58.5%
1	48	14.8%
2	29	8.9%
3	15	4.6%
4	15	4.6%
5	10	3.1%
6	5	1.5%
8	3	0.9%
9	2	0.6%
10	2	0.6%
Other values (5)	6	1.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	190	58.5%
1	48	14.8%
2	29	8.9%
3	15	4.6%
4	15	4.6%
5	10	3.1%
6	5	1.5%
7	1	0.3%
8	3	0.9%
9	2	0.6%

Value	Count	Frequency (%)
18	1	0.3%
14	1	0.3%
13	1	0.3%
11	2	0.6%
10	2	0.6%
9	2	0.6%
8	3	0.9%
7	1	0.3%
6	5	1.5%
5	10	3.1%

xG
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	175
Distinct (%)	53.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.323907692

Minimum	0
Maximum	15.62
Zeros	62
Zeros (%)	19.1%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.07
median	0.56
Q3	1.61
95-th percentile	5.63
Maximum	15.62
Range	15.62
Interquartile range (IQR)	1.54

Descriptive statistics

Standard deviation	2.112582482
Coefficient of variation (CV)	1.595717356
Kurtosis	11.79788813
Mean	1.323907692
Median Absolute Deviation (MAD)	0.56
Skewness	3.04716124
Sum	430.27
Variance	4.463004745
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	62	19.1%
0.02	5	1.5%
0.45	5	1.5%
0.1	4	1.2%
0.43	4	1.2%
0.05	4	1.2%
0.07	4	1.2%
0.37	4	1.2%
0.03	4	1.2%
0.17	4	1.2%
Other values (165)	225	69.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	62	19.1%
0.01	1	0.3%
0.02	5	1.5%
0.03	4	1.2%
0.04	1	0.3%
0.05	4	1.2%
0.06	2	0.6%
0.07	4	1.2%
0.08	2	0.6%
0.09	3	0.9%

Value	Count	Frequency (%)
15.62	1	0.3%
12.33	1	0.3%
10.89	1	0.3%
9.8	1	0.3%
9.55	1	0.3%
9.11	1	0.3%
9.05	1	0.3%
8.13	1	0.3%
7.91	1	0.3%
7.78	1	0.3%

xPlace
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	147
Distinct (%)	45.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.03772307692

Minimum	-2.67
Maximum	2.49
Zeros	62
Zeros (%)	19.1%
Negative	160
Negative (%)	49.2%
Memory size	2.7 KiB

Quantile statistics

Minimum	-2.67
5-th percentile	-1.006
Q1	-0.27
median	0
Q3	0.14
95-th percentile	1.032
Maximum	2.49
Range	5.16
Interquartile range (IQR)	0.41

Descriptive statistics

Standard deviation	0.6131589805
Coefficient of variation (CV)	-16.25421441
Kurtosis	4.167486094
Mean	-0.03772307692
Median Absolute Deviation (MAD)	0.21
Skewness	0.257634145
Sum	-12.26
Variance	0.3759639354
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	62	19.1%
-0.01	8	2.5%
-0.06	7	2.2%
-0.09	5	1.5%
-0.22	5	1.5%
-0.13	5	1.5%
-0.03	5	1.5%
-0.4	5	1.5%
-0.17	5	1.5%
0.07	5	1.5%
Other values (137)	213	65.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.67	1	0.3%
-2.1	1	0.3%
-2	1	0.3%
-1.95	1	0.3%
-1.77	1	0.3%
-1.53	2	0.6%
-1.49	1	0.3%
-1.28	2	0.6%
-1.21	1	0.3%
-1.15	1	0.3%

Value	Count	Frequency (%)
2.49	1	0.3%
2.41	1	0.3%
2.33	1	0.3%
1.98	1	0.3%
1.75	1	0.3%
1.59	1	0.3%
1.56	1	0.3%
1.49	1	0.3%
1.36	1	0.3%
1.32	1	0.3%

G-xG
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	172
Distinct (%)	52.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.01006153846

Minimum	-3.16
Maximum	4.31
Zeros	62
Zeros (%)	19.1%
Negative	173
Negative (%)	53.2%
Memory size	2.7 KiB

Quantile statistics

Minimum	-3.16
5-th percentile	-1.478
Q1	-0.4
median	-0.03
Q3	0.18
95-th percentile	1.666
Maximum	4.31
Range	7.47
Interquartile range (IQR)	0.58

Descriptive statistics

Standard deviation	0.9539181688
Coefficient of variation (CV)	-94.80838069
Kurtosis	3.413138903
Mean	-0.01006153846
Median Absolute Deviation (MAD)	0.34
Skewness	0.7516593858
Sum	-3.27
Variance	0.9099598727
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	62	19.1%
-0.02	6	1.8%
-0.18	5	1.5%
-0.43	5	1.5%
-0.1	4	1.2%
-0.14	4	1.2%
-0.03	4	1.2%
-0.45	4	1.2%
-0.13	4	1.2%
-0.07	4	1.2%
Other values (162)	223	68.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.16	1	0.3%
-2.89	1	0.3%
-2.62	1	0.3%
-2.51	1	0.3%
-2.14	1	0.3%
-2.12	1	0.3%
-1.98	1	0.3%
-1.93	2	0.6%
-1.91	1	0.3%
-1.88	1	0.3%

Value	Count	Frequency (%)
4.31	1	0.3%
3.88	1	0.3%
3.45	1	0.3%
3.34	1	0.3%
3.02	1	0.3%
2.45	1	0.3%
2.43	1	0.3%
2.38	1	0.3%
2.37	1	0.3%
2.25	1	0.3%

KeyP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	45
Distinct (%)	13.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.775384615

Minimum	0
Maximum	58
Zeros	78
Zeros (%)	24.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	4
Q3	14
95-th percentile	32.4
Maximum	58
Range	58
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	11.09562853
Coefficient of variation (CV)	1.264403672
Kurtosis	3.775592418
Mean	8.775384615
Median Absolute Deviation (MAD)	4
Skewness	1.854174675
Sum	2852
Variance	123.1129725
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
0	78	24.0%
3	29	8.9%
1	27	8.3%
2	20	6.2%
5	20	6.2%
8	14	4.3%
4	10	3.1%
7	9	2.8%
15	9	2.8%
16	8	2.5%
Other values (35)	101	31.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	78	24.0%
1	27	8.3%
2	20	6.2%
3	29	8.9%
4	10	3.1%
5	20	6.2%
6	7	2.2%
7	9	2.8%
8	14	4.3%
9	2	0.6%

Value	Count	Frequency (%)
58	1	0.3%
57	1	0.3%
54	1	0.3%
51	1	0.3%
49	1	0.3%
42	1	0.3%
41	1	0.3%
40	1	0.3%
39	3	0.9%
38	1	0.3%

A
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	10
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8923076923

Minimum	0
Maximum	10
Zeros	190
Zeros (%)	58.5%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	10
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.516606398
Coefficient of variation (CV)	1.699645101
Kurtosis	8.036543472
Mean	0.8923076923
Median Absolute Deviation (MAD)	0
Skewness	2.53917719
Sum	290
Variance	2.300094967
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	190	58.5%
1	70	21.5%
3	24	7.4%
2	23	7.1%
4	5	1.5%
5	5	1.5%
6	4	1.2%
8	2	0.6%
7	1	0.3%
10	1	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	190	58.5%
1	70	21.5%
2	23	7.1%
3	24	7.4%
4	5	1.5%
5	5	1.5%
6	4	1.2%
7	1	0.3%
8	2	0.6%
10	1	0.3%

Value	Count	Frequency (%)
10	1	0.3%
8	2	0.6%
7	1	0.3%
6	4	1.2%
5	5	1.5%
4	5	1.5%
3	24	7.4%
2	23	7.1%
1	70	21.5%
0	190	58.5%

xA
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	160
Distinct (%)	49.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8572307692

Minimum	0
Maximum	6.16
Zeros	78
Zeros (%)	24.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.03
median	0.35
Q3	1.22
95-th percentile	3.316
Maximum	6.16
Range	6.16
Interquartile range (IQR)	1.19

Descriptive statistics

Standard deviation	1.16594754
Coefficient of variation (CV)	1.360132629
Kurtosis	4.167960905
Mean	0.8572307692
Median Absolute Deviation (MAD)	0.35
Skewness	1.980183777
Sum	278.6
Variance	1.359433666
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	78	24.0%
0.19	5	1.5%
0.03	5	1.5%
0.24	5	1.5%
0.12	5	1.5%
0.05	5	1.5%
0.27	4	1.2%
0.11	4	1.2%
0.06	4	1.2%
0.16	4	1.2%
Other values (150)	206	63.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	78	24.0%
0.01	1	0.3%
0.02	1	0.3%
0.03	5	1.5%
0.04	2	0.6%
0.05	5	1.5%
0.06	4	1.2%
0.07	3	0.9%
0.08	3	0.9%
0.09	1	0.3%

Value	Count	Frequency (%)
6.16	1	0.3%
5.52	1	0.3%
5.5	1	0.3%
5.4	1	0.3%
5.14	1	0.3%
5	1	0.3%
4.87	1	0.3%
4.75	1	0.3%
4.25	1	0.3%
4	1	0.3%

A-xA
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	150
Distinct (%)	46.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03510769231

Minimum	-2.26
Maximum	4.35
Zeros	78
Zeros (%)	24.0%
Negative	162
Negative (%)	49.8%
Memory size	2.7 KiB

Quantile statistics

Minimum	-2.26
5-th percentile	-1.124
Q1	-0.28
median	0
Q3	0.12
95-th percentile	1.67
Maximum	4.35
Range	6.61
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.8647859245
Coefficient of variation (CV)	24.63237734
Kurtosis	6.383272539
Mean	0.03510769231
Median Absolute Deviation (MAD)	0.24
Skewness	1.74038987
Sum	11.41
Variance	0.7478546952
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	78	24.0%
-0.06	6	1.8%
-0.19	6	1.8%
-0.05	5	1.5%
-0.16	5	1.5%
-0.12	5	1.5%
-0.03	5	1.5%
-0.11	4	1.2%
-0.18	4	1.2%
-0.21	4	1.2%
Other values (140)	203	62.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.26	1	0.3%
-1.87	1	0.3%
-1.82	1	0.3%
-1.75	2	0.6%
-1.7	1	0.3%
-1.61	1	0.3%
-1.59	1	0.3%
-1.45	1	0.3%
-1.43	1	0.3%
-1.42	3	0.9%

Value	Count	Frequency (%)
4.35	1	0.3%
3.95	1	0.3%
3.84	1	0.3%
3.75	1	0.3%
3.65	1	0.3%
3.36	1	0.3%
2.64	1	0.3%
2.42	1	0.3%
2.28	1	0.3%
2.19	1	0.3%

xG+xA
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	206
Distinct (%)	63.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.181107692

Minimum	0
Maximum	16.79
Zeros	48
Zeros (%)	14.8%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.17
median	1.06
Q3	3.09
95-th percentile	7.78
Maximum	16.79
Range	16.79
Interquartile range (IQR)	2.92

Descriptive statistics

Standard deviation	2.829103815
Coefficient of variation (CV)	1.297094969
Kurtosis	4.673392191
Mean	2.181107692
Median Absolute Deviation (MAD)	1.04
Skewness	2.027102923
Sum	708.86
Variance	8.003828399
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	48	14.8%
0.12	4	1.2%
0.17	4	1.2%
0.19	4	1.2%
0.05	4	1.2%
0.9	4	1.2%
0.46	4	1.2%
1.51	3	0.9%
1.73	3	0.9%
1.4	3	0.9%
Other values (196)	244	75.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	48	14.8%
0.01	1	0.3%
0.02	3	0.9%
0.03	2	0.6%
0.04	2	0.6%
0.05	4	1.2%
0.06	2	0.6%
0.07	3	0.9%
0.09	2	0.6%
0.1	2	0.6%

Value	Count	Frequency (%)
16.79	1	0.3%
13.83	1	0.3%
13.04	1	0.3%
13	1	0.3%
12.47	1	0.3%
12.09	1	0.3%
11.04	1	0.3%
10.74	1	0.3%
9.74	1	0.3%
9.67	1	0.3%

PA
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	110
Distinct (%)	33.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.7093538462

Minimum	0
Maximum	9.52
Zeros	192
Zeros (%)	59.1%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.92
95-th percentile	3.634
Maximum	9.52
Range	9.52
Interquartile range (IQR)	0.92

Descriptive statistics

Standard deviation	1.345001451
Coefficient of variation (CV)	1.89609383
Kurtosis	10.35539995
Mean	0.7093538462
Median Absolute Deviation (MAD)	0
Skewness	2.905125817
Sum	230.54
Variance	1.809028902
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	192	59.1%
0.66	4	1.2%
1.01	3	0.9%
0.21	3	0.9%
0.71	2	0.6%
1.18	2	0.6%
0.95	2	0.6%
0.74	2	0.6%
0.73	2	0.6%
4.54	2	0.6%
Other values (100)	111	34.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	192	59.1%
0.03	1	0.3%
0.06	1	0.3%
0.09	1	0.3%
0.1	1	0.3%
0.14	1	0.3%
0.21	3	0.9%
0.27	1	0.3%
0.36	1	0.3%
0.39	2	0.6%

Value	Count	Frequency (%)
9.52	1	0.3%
7.17	1	0.3%
6.93	1	0.3%
5.95	1	0.3%
5.48	1	0.3%
5.41	2	0.6%
5.14	1	0.3%
4.86	1	0.3%
4.69	1	0.3%
4.57	1	0.3%

xPA
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	151
Distinct (%)	46.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8895076923

Minimum	0
Maximum	9.82
Zeros	69
Zeros (%)	21.2%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.03
median	0.35
Q3	1.09
95-th percentile	3.94
Maximum	9.82
Range	9.82
Interquartile range (IQR)	1.06

Descriptive statistics

Standard deviation	1.440135583
Coefficient of variation (CV)	1.61902544
Kurtosis	11.12351446
Mean	0.8895076923
Median Absolute Deviation (MAD)	0.35
Skewness	3.010178586
Sum	289.09
Variance	2.073990498
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	69	21.2%
0.02	7	2.2%
0.05	6	1.8%
0.35	6	1.8%
0.09	6	1.8%
0.38	5	1.5%
0.07	5	1.5%
0.21	5	1.5%
0.01	4	1.2%
0.15	4	1.2%
Other values (141)	208	64.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	69	21.2%
0.01	4	1.2%
0.02	7	2.2%
0.03	3	0.9%
0.04	4	1.2%
0.05	6	1.8%
0.06	3	0.9%
0.07	5	1.5%
0.08	2	0.6%
0.09	6	1.8%

Value	Count	Frequency (%)
9.82	1	0.3%
8.56	1	0.3%
8.45	1	0.3%
6.67	1	0.3%
6.5	1	0.3%
6.44	1	0.3%
6.07	1	0.3%
5.23	1	0.3%
5.11	1	0.3%
5.04	1	0.3%

Passes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	275
Distinct (%)	84.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	471.6830769

Minimum	0
Maximum	2016
Zeros	5
Zeros (%)	1.5%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	0
5-th percentile	5.2
Q1	117
median	364
Q3	723
95-th percentile	1320.8
Maximum	2016
Range	2016
Interquartile range (IQR)	606

Descriptive statistics

Standard deviation	423.5205053
Coefficient of variation (CV)	0.8978920932
Kurtosis	0.148843561
Mean	471.6830769
Median Absolute Deviation (MAD)	281
Skewness	0.9272436653
Sum	153297
Variance	179369.6184
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5	1.5%
1	5	1.5%
102	3	0.9%
289	3	0.9%
28	3	0.9%
27	3	0.9%
113	3	0.9%
619	3	0.9%
5	3	0.9%
181	3	0.9%
Other values (265)	291	89.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	1.5%
1	5	1.5%
2	1	0.3%
3	2	0.6%
4	1	0.3%
5	3	0.9%
6	3	0.9%
7	1	0.3%
8	2	0.6%
10	1	0.3%

Value	Count	Frequency (%)
2016	1	0.3%
1645	1	0.3%
1574	1	0.3%
1566	1	0.3%
1561	1	0.3%
1547	1	0.3%
1504	1	0.3%
1488	1	0.3%
1469	2	0.6%
1444	1	0.3%

Pass %
Categorical

HIGH CARDINALITY

Distinct	197
Distinct (%)	60.6%
Missing	0
Missing (%)	0.0%
Memory size	2.7 KiB

0.0%	8
83.8%	6
66.7%	6
76.9%	5
78.5%	5
Other values (192)	295

Length

Max length	6
Median length	5
Mean length	4.981538462
Min length	4

Characters and Unicode

Total characters	1619
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	122 ?
Unique (%)	37.5%

Sample

1st row	100.0%
2nd row	82.4%
3rd row	82.1%
4th row	73.8%
5th row	88.5%

Common Values

Value	Count	Frequency (%)
0.0%	8	2.5%
83.8%	6	1.8%
66.7%	6	1.8%
76.9%	5	1.5%
78.5%	5	1.5%
80.0%	5	1.5%
81.1%	4	1.2%
88.8%	4	1.2%
80.1%	4	1.2%
80.5%	4	1.2%
Other values (187)	274	84.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
0.0	8	2.5%
66.7	6	1.8%
83.8	6	1.8%
76.9	5	1.5%
78.5	5	1.5%
80.0	5	1.5%
80.5	4	1.2%
87.0	4	1.2%
78.6	4	1.2%
80.1	4	1.2%
Other values (187)	274	84.3%

Most occurring characters

Value	Count	Frequency (%)
.	325	20.1%
%	325	20.1%
8	196	12.1%
7	177	10.9%
0	118	7.3%
6	111	6.9%
3	71	4.4%
5	71	4.4%
1	65	4.0%
9	57	3.5%
Other values (2)	103	6.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	969	59.9%
Other Punctuation	650	40.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
8	196	20.2%
7	177	18.3%
0	118	12.2%
6	111	11.5%
3	71	7.3%
5	71	7.3%
1	65	6.7%
9	57	5.9%
2	52	5.4%
4	51	5.3%

Other Punctuation

Value	Count	Frequency (%)
.	325	50.0%
%	325	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1619	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	325	20.1%
%	325	20.1%
8	196	12.1%
7	177	10.9%
0	118	7.3%
6	111	6.9%
3	71	4.4%
5	71	4.4%
1	65	4.0%
9	57	3.5%
Other values (2)	103	6.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1619	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	325	20.1%
%	325	20.1%
8	196	12.1%
7	177	10.9%
0	118	7.3%
6	111	6.9%
3	71	4.4%
5	71	4.4%
1	65	4.0%
9	57	3.5%
Other values (2)	103	6.4%

xPass %
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	181
Distinct (%)	55.7%
Missing	0
Missing (%)	0.0%
Memory size	2.7 KiB

81.2%	5
75.2%	5
81.8%	5
0.0%	5
77.8%	5
Other values (176)	300

Length

Max length	5
Median length	5
Mean length	4.984615385
Min length	4

Characters and Unicode

Total characters	1620
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	100 ?
Unique (%)	30.8%

Sample

1st row	95.0%
2nd row	80.3%
3rd row	81.0%
4th row	71.3%
5th row	87.3%

Common Values

Value	Count	Frequency (%)
81.2%	5	1.5%
75.2%	5	1.5%
81.8%	5	1.5%
0.0%	5	1.5%
77.8%	5	1.5%
80.7%	4	1.2%
82.1%	4	1.2%
79.1%	4	1.2%
73.8%	4	1.2%
72.8%	4	1.2%
Other values (171)	280	86.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
81.2	5	1.5%
81.8	5	1.5%
0.0	5	1.5%
77.8	5	1.5%
75.2	5	1.5%
66.8	4	1.2%
79.3	4	1.2%
76.3	4	1.2%
72.7	4	1.2%
76.7	4	1.2%
Other values (171)	280	86.2%

Most occurring characters

Value	Count	Frequency (%)
.	325	20.1%
%	325	20.1%
7	213	13.1%
8	202	12.5%
6	109	6.7%
0	83	5.1%
2	69	4.3%
5	69	4.3%
1	66	4.1%
3	64	4.0%
Other values (2)	95	5.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	970	59.9%
Other Punctuation	650	40.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
7	213	22.0%
8	202	20.8%
6	109	11.2%
0	83	8.6%
2	69	7.1%
5	69	7.1%
1	66	6.8%
3	64	6.6%
9	52	5.4%
4	43	4.4%

Other Punctuation

Value	Count	Frequency (%)
.	325	50.0%
%	325	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1620	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	325	20.1%
%	325	20.1%
7	213	13.1%
8	202	12.5%
6	109	6.7%
0	83	5.1%
2	69	4.3%
5	69	4.3%
1	66	4.1%
3	64	4.0%
Other values (2)	95	5.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1620	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	325	20.1%
%	325	20.1%
7	213	13.1%
8	202	12.5%
6	109	6.7%
0	83	5.1%
2	69	4.3%
5	69	4.3%
1	66	4.1%
3	64	4.0%
Other values (2)	95	5.9%

Score
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	310
Distinct (%)	95.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.296369231

Minimum	-50.96
Maximum	47.12
Zeros	5
Zeros (%)	1.5%
Negative	161
Negative (%)	49.5%
Memory size	2.7 KiB

Quantile statistics

Minimum	-50.96
5-th percentile	-16.416
Q1	-4.89
median	0
Q3	6.16
95-th percentile	21.636
Maximum	47.12
Range	98.08
Interquartile range (IQR)	11.05

Descriptive statistics

Standard deviation	12.06280401
Coefficient of variation (CV)	9.305068124
Kurtosis	2.756806137
Mean	1.296369231
Median Absolute Deviation (MAD)	5.18
Skewness	0.7426989611
Sum	421.32
Variance	145.5112405
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5	1.5%
0.07	2	0.6%
-1.75	2	0.6%
-1.21	2	0.6%
0.63	2	0.6%
0.93	2	0.6%
-1.97	2	0.6%
0.96	2	0.6%
8.37	2	0.6%
-4.72	2	0.6%
Other values (300)	302	92.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-50.96	1	0.3%
-29.08	1	0.3%
-22.05	1	0.3%
-20.2	1	0.3%
-19.98	1	0.3%
-19.71	1	0.3%
-19.63	1	0.3%
-19.61	1	0.3%
-19.1	1	0.3%
-18.58	1	0.3%

Value	Count	Frequency (%)
47.12	1	0.3%
43.52	1	0.3%
41.37	1	0.3%
39.86	1	0.3%
37.12	1	0.3%
37.08	1	0.3%
36.58	1	0.3%
35.69	1	0.3%
34.48	1	0.3%
33.23	1	0.3%

Per100
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	286
Distinct (%)	88.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.021384615

Minimum	-46.74
Maximum	19.91
Zeros	5
Zeros (%)	1.5%
Negative	161
Negative (%)	49.5%
Memory size	2.7 KiB

Quantile statistics

Minimum	-46.74
5-th percentile	-7.538
Q1	-2.46
median	0
Q3	1.68
95-th percentile	4.174
Maximum	19.91
Range	66.65
Interquartile range (IQR)	4.14

Descriptive statistics

Standard deviation	6.035789473
Coefficient of variation (CV)	-5.909418824
Kurtosis	21.65185655
Mean	-1.021384615
Median Absolute Deviation (MAD)	1.94
Skewness	-3.281929559
Sum	-331.95
Variance	36.43075456
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5	1.5%
2.3	3	0.9%
-0.39	3	0.9%
1.27	3	0.9%
-0.34	2	0.6%
0.29	2	0.6%
2.51	2	0.6%
2.16	2	0.6%
-5.26	2	0.6%
-4.06	2	0.6%
Other values (276)	299	92.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-46.74	1	0.3%
-40.78	1	0.3%
-40.47	1	0.3%
-21.28	1	0.3%
-18.6	1	0.3%
-17.97	1	0.3%
-16.86	1	0.3%
-15.73	1	0.3%
-15.21	1	0.3%
-15.2	1	0.3%

Value	Count	Frequency (%)
19.91	1	0.3%
18.38	1	0.3%
13.53	1	0.3%
12.74	1	0.3%
9.47	1	0.3%
9.04	1	0.3%
7.99	1	0.3%
7.55	1	0.3%
6.46	1	0.3%
5.97	1	0.3%

Distance
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	283
Distinct (%)	87.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.7964

Minimum	0
Maximum	51.02
Zeros	8
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	0
5-th percentile	13.696
Q1	17.67
median	20.56
Q3	23.28
95-th percentile	31.614
Maximum	51.02
Range	51.02
Interquartile range (IQR)	5.61

Descriptive statistics

Standard deviation	6.313109398
Coefficient of variation (CV)	0.3035674154
Kurtosis	4.545086896
Mean	20.7964
Median Absolute Deviation (MAD)	2.85
Skewness	0.2428918601
Sum	6758.83
Variance	39.85535027
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8	2.5%
17.45	3	0.9%
24.23	3	0.9%
22.33	3	0.9%
21.68	3	0.9%
27.22	2	0.6%
20.65	2	0.6%
18.15	2	0.6%
17.81	2	0.6%
22.91	2	0.6%
Other values (273)	295	90.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	2.5%
6.97	1	0.3%
8.05	1	0.3%
10.5	1	0.3%
11.78	1	0.3%
12.11	1	0.3%
13	1	0.3%
13.17	1	0.3%
13.67	1	0.3%
13.68	1	0.3%

Value	Count	Frequency (%)
51.02	1	0.3%
46.13	1	0.3%
41.88	1	0.3%
40.73	1	0.3%
39.07	1	0.3%
36.77	1	0.3%
35.67	1	0.3%
34.8	1	0.3%
34.44	1	0.3%
34.36	1	0.3%

Vertical
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	293
Distinct (%)	90.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.541661538

Minimum	-17.77
Maximum	45.08
Zeros	8
Zeros (%)	2.5%
Negative	53
Negative (%)	16.3%
Memory size	2.7 KiB

Quantile statistics

Minimum	-17.77
5-th percentile	-2.528
Q1	0.92
median	3.98
Q3	8.22
95-th percentile	21.77
Maximum	45.08
Range	62.85
Interquartile range (IQR)	7.3

Descriptive statistics

Standard deviation	7.672053322
Coefficient of variation (CV)	1.384431956
Kurtosis	4.436260466
Mean	5.541661538
Median Absolute Deviation (MAD)	3.55
Skewness	1.659907128
Sum	1801.04
Variance	58.86040217
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8	2.5%
-1.03	3	0.9%
4.11	2	0.6%
1.06	2	0.6%
-0.64	2	0.6%
1.73	2	0.6%
9.4	2	0.6%
3.98	2	0.6%
2.85	2	0.6%
9.45	2	0.6%
Other values (283)	298	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-17.77	1	0.3%
-10.35	1	0.3%
-8.83	1	0.3%
-8.68	1	0.3%
-5.98	1	0.3%
-5.87	1	0.3%
-4.88	1	0.3%
-4.13	1	0.3%
-3.77	1	0.3%
-3.58	1	0.3%

Value	Count	Frequency (%)
45.08	1	0.3%
37.39	1	0.3%
33.46	1	0.3%
33.38	1	0.3%
30.2	1	0.3%
28.37	1	0.3%
27.67	1	0.3%
27.09	1	0.3%
26.64	1	0.3%
25.78	1	0.3%

Touch %
Categorical

HIGH CARDINALITY

Distinct	116
Distinct (%)	35.7%
Missing	0
Missing (%)	0.0%
Memory size	2.7 KiB

1.9%	7
5.1%	6
3.6%	6
6.7%	6
7.1%	6
Other values (111)	294

Length

Max length	5
Median length	4
Mean length	4.126153846
Min length	4

Characters and Unicode

Total characters	1341
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	21 ?
Unique (%)	6.5%

Sample

1st row	0.2%
2nd row	13.6%
3rd row	9.6%
4th row	10.3%
5th row	7.2%

Common Values

Value	Count	Frequency (%)
1.9%	7	2.2%
5.1%	6	1.8%
3.6%	6	1.8%
6.7%	6	1.8%
7.1%	6	1.8%
5.9%	6	1.8%
4.4%	6	1.8%
8.0%	5	1.5%
4.8%	5	1.5%
7.2%	5	1.5%
Other values (106)	267	82.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
1.9	7	2.2%
3.6	6	1.8%
6.7	6	1.8%
7.1	6	1.8%
5.9	6	1.8%
4.4	6	1.8%
5.1	6	1.8%
5.4	5	1.5%
0.4	5	1.5%
4.3	5	1.5%
Other values (106)	267	82.2%

Most occurring characters

Value	Count	Frequency (%)
.	325	24.2%
%	325	24.2%
1	111	8.3%
4	73	5.4%
0	72	5.4%
5	67	5.0%
7	65	4.8%
6	63	4.7%
8	62	4.6%
2	61	4.5%
Other values (2)	117	8.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	691	51.5%
Other Punctuation	650	48.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	111	16.1%
4	73	10.6%
0	72	10.4%
5	67	9.7%
7	65	9.4%
6	63	9.1%
8	62	9.0%
2	61	8.8%
9	59	8.5%
3	58	8.4%

Other Punctuation

Value	Count	Frequency (%)
.	325	50.0%
%	325	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1341	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	325	24.2%
%	325	24.2%
1	111	8.3%
4	73	5.4%
0	72	5.4%
5	67	5.0%
7	65	4.8%
6	63	4.7%
8	62	4.6%
2	61	4.5%
Other values (2)	117	8.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1341	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	325	24.2%
%	325	24.2%
1	111	8.3%
4	73	5.4%
0	72	5.4%
5	67	5.0%
7	65	4.8%
6	63	4.7%
8	62	4.6%
2	61	4.5%
Other values (2)	117	8.7%

Games
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	28
Distinct (%)	8.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.28307692

Minimum	1
Maximum	28
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	7
median	16
Q3	23
95-th percentile	27
Maximum	28
Range	27
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	9.040368472
Coefficient of variation (CV)	0.5915280357
Kurtosis	-1.351123134
Mean	15.28307692
Median Absolute Deviation (MAD)	8
Skewness	-0.2146601894
Sum	4967
Variance	81.72826211
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
27	30	9.2%
1	25	7.7%
21	19	5.8%
2	17	5.2%
25	16	4.9%
23	15	4.6%
15	14	4.3%
28	13	4.0%
3	13	4.0%
24	12	3.7%
Other values (18)	151	46.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	25	7.7%
2	17	5.2%
3	13	4.0%
4	11	3.4%
5	5	1.5%
6	5	1.5%
7	8	2.5%
8	9	2.8%
9	10	3.1%
10	8	2.5%

Value	Count	Frequency (%)
28	13	4.0%
27	30	9.2%
26	9	2.8%
25	16	4.9%
24	12	3.7%
23	15	4.6%
22	9	2.8%
21	19	5.8%
20	11	3.4%
19	11	3.4%

Dribbling
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	105
Distinct (%)	35.4%
Missing	28
Missing (%)	8.6%
Infinite	0
Infinite (%)	0.0%
Mean	-0.01616161616

Minimum	-1.57
Maximum	2.85
Zeros	17
Zeros (%)	5.2%
Negative	173
Negative (%)	53.2%
Memory size	2.7 KiB

Quantile statistics

Minimum	-1.57
5-th percentile	-0.47
Q1	-0.16
median	-0.02
Q3	0.06
95-th percentile	0.546
Maximum	2.85
Range	4.42
Interquartile range (IQR)	0.22

Descriptive statistics

Standard deviation	0.3730898388
Coefficient of variation (CV)	-23.08493378
Kurtosis	14.29794275
Mean	-0.01616161616
Median Absolute Deviation (MAD)	0.12
Skewness	1.793799916
Sum	-4.8
Variance	0.1391960278
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0	17	5.2%
-0.02	14	4.3%
-0.01	12	3.7%
-0.03	12	3.7%
0.01	11	3.4%
-0.12	10	3.1%
-0.15	7	2.2%
0.05	7	2.2%
-0.18	7	2.2%
0.06	6	1.8%
Other values (95)	194	59.7%
(Missing)	28	8.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.57	1	0.3%
-1.17	1	0.3%
-1.15	1	0.3%
-1	1	0.3%
-0.96	1	0.3%
-0.86	1	0.3%
-0.69	1	0.3%
-0.64	1	0.3%
-0.63	1	0.3%
-0.62	1	0.3%

Value	Count	Frequency (%)
2.85	1	0.3%
1.37	1	0.3%
1.32	1	0.3%
1.27	1	0.3%
1.08	1	0.3%
1.06	1	0.3%
0.94	2	0.6%
0.88	1	0.3%
0.82	1	0.3%
0.75	1	0.3%

Fouling
Real number (ℝ)

HIGH CORRELATION
MISSING
ZEROS

Distinct	67
Distinct (%)	22.6%
Missing	28
Missing (%)	8.6%
Infinite	0
Infinite (%)	0.0%
Mean	-0.002255892256

Minimum	-0.54
Maximum	0.96
Zeros	45
Zeros (%)	13.8%
Negative	129
Negative (%)	39.7%
Memory size	2.7 KiB

Quantile statistics

Minimum	-0.54
5-th percentile	-0.264
Q1	-0.06
median	0
Q3	0.05
95-th percentile	0.24
Maximum	0.96
Range	1.5
Interquartile range (IQR)	0.11

Descriptive statistics

Standard deviation	0.154270171
Coefficient of variation (CV)	-68.38543399
Kurtosis	5.948828403
Mean	-0.002255892256
Median Absolute Deviation (MAD)	0.06
Skewness	0.6669126541
Sum	-0.67
Variance	0.02379928565
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	45	13.8%
-0.01	17	5.2%
0.01	16	4.9%
-0.02	14	4.3%
0.02	12	3.7%
0.04	11	3.4%
-0.06	9	2.8%
0.03	8	2.5%
0.12	7	2.2%
-0.07	7	2.2%
Other values (57)	151	46.5%
(Missing)	28	8.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.54	1	0.3%
-0.42	2	0.6%
-0.39	2	0.6%
-0.38	1	0.3%
-0.35	2	0.6%
-0.34	1	0.3%
-0.32	2	0.6%
-0.31	1	0.3%
-0.29	1	0.3%
-0.28	2	0.6%

Value	Count	Frequency (%)
0.96	1	0.3%
0.48	1	0.3%
0.45	1	0.3%
0.44	1	0.3%
0.42	1	0.3%
0.33	1	0.3%
0.31	1	0.3%
0.3	1	0.3%
0.29	3	0.9%
0.25	2	0.6%

Interrupting
Real number (ℝ)

HIGH CORRELATION
MISSING
ZEROS

Distinct	105
Distinct (%)	35.4%
Missing	28
Missing (%)	8.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.006666666667

Minimum	-1.15
Maximum	2.02
Zeros	18
Zeros (%)	5.5%
Negative	149
Negative (%)	45.8%
Memory size	2.7 KiB

Quantile statistics

Minimum	-1.15
5-th percentile	-0.426
Q1	-0.12
median	-0.01
Q3	0.12
95-th percentile	0.51
Maximum	2.02
Range	3.17
Interquartile range (IQR)	0.24

Descriptive statistics

Standard deviation	0.3089542081
Coefficient of variation (CV)	46.34313122
Kurtosis	6.991265339
Mean	0.006666666667
Median Absolute Deviation (MAD)	0.12
Skewness	0.8258864576
Sum	1.98
Variance	0.0954527027
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0	18	5.5%
-0.01	13	4.0%
-0.02	12	3.7%
-0.03	11	3.4%
0.01	11	3.4%
0.02	10	3.1%
-0.08	9	2.8%
0.06	8	2.5%
-0.07	7	2.2%
-0.04	6	1.8%
Other values (95)	192	59.1%
(Missing)	28	8.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.15	1	0.3%
-1.02	1	0.3%
-0.88	1	0.3%
-0.74	2	0.6%
-0.72	1	0.3%
-0.67	1	0.3%
-0.64	1	0.3%
-0.62	1	0.3%
-0.59	1	0.3%
-0.53	1	0.3%

Value	Count	Frequency (%)
2.02	1	0.3%
0.88	1	0.3%
0.83	1	0.3%
0.8	1	0.3%
0.75	2	0.6%
0.72	1	0.3%
0.68	2	0.6%
0.66	1	0.3%
0.65	1	0.3%
0.64	1	0.3%

Passing
Real number (ℝ)

HIGH CORRELATION
MISSING
ZEROS

Distinct	118
Distinct (%)	39.7%
Missing	28
Missing (%)	8.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.04168350168

Minimum	-1.4
Maximum	2.13
Zeros	19
Zeros (%)	5.8%
Negative	143
Negative (%)	44.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	-1.4
5-th percentile	-0.482
Q1	-0.13
median	0
Q3	0.19
95-th percentile	0.702
Maximum	2.13
Range	3.53
Interquartile range (IQR)	0.32

Descriptive statistics

Standard deviation	0.3782648786
Coefficient of variation (CV)	9.074690546
Kurtosis	4.727710974
Mean	0.04168350168
Median Absolute Deviation (MAD)	0.17
Skewness	1.045949886
Sum	12.38
Variance	0.1430843184
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0	19	5.8%
-0.01	11	3.4%
-0.03	8	2.5%
-0.05	7	2.2%
0.08	6	1.8%
-0.02	6	1.8%
-0.09	6	1.8%
-0.06	6	1.8%
0.02	6	1.8%
0.01	6	1.8%
Other values (108)	216	66.5%
(Missing)	28	8.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.4	1	0.3%
-0.86	2	0.6%
-0.82	1	0.3%
-0.77	1	0.3%
-0.68	1	0.3%
-0.63	1	0.3%
-0.62	1	0.3%
-0.61	2	0.6%
-0.6	1	0.3%
-0.56	1	0.3%

Value	Count	Frequency (%)
2.13	1	0.3%
1.4	1	0.3%
1.32	1	0.3%
1.24	1	0.3%
1.12	1	0.3%
1.07	1	0.3%
1.04	2	0.6%
0.98	1	0.3%
0.94	1	0.3%
0.91	1	0.3%

Receiving
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	119
Distinct (%)	40.1%
Missing	28
Missing (%)	8.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.00734006734

Minimum	-1.03
Maximum	2.63
Zeros	12
Zeros (%)	3.7%
Negative	177
Negative (%)	54.5%
Memory size	2.7 KiB

Quantile statistics

Minimum	-1.03
5-th percentile	-0.48
Q1	-0.23
median	-0.04
Q3	0.11
95-th percentile	0.798
Maximum	2.63
Range	3.66
Interquartile range (IQR)	0.34

Descriptive statistics

Standard deviation	0.4160699276
Coefficient of variation (CV)	56.68475619
Kurtosis	8.058350678
Mean	0.00734006734
Median Absolute Deviation (MAD)	0.18
Skewness	1.971102315
Sum	2.18
Variance	0.1731141846
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.01	13	4.0%
-0	12	3.7%
-0.03	8	2.5%
-0.04	8	2.5%
-0.11	7	2.2%
-0.25	7	2.2%
-0.02	7	2.2%
-0.17	6	1.8%
-0.27	6	1.8%
0.06	6	1.8%
Other values (109)	217	66.8%
(Missing)	28	8.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.03	1	0.3%
-1	1	0.3%
-0.91	1	0.3%
-0.74	1	0.3%
-0.71	1	0.3%
-0.65	2	0.6%
-0.63	1	0.3%
-0.62	1	0.3%
-0.58	1	0.3%
-0.52	1	0.3%

Value	Count	Frequency (%)
2.63	1	0.3%
1.98	1	0.3%
1.62	1	0.3%
1.5	1	0.3%
1.38	1	0.3%
1.35	1	0.3%
1.07	1	0.3%
1.05	1	0.3%
0.97	3	0.9%
0.95	1	0.3%

Shooting
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	74
Distinct (%)	24.9%
Missing	28
Missing (%)	8.6%
Infinite	0
Infinite (%)	0.0%
Mean	-0.001717171717

Minimum	-0.65
Maximum	1.06
Zeros	19
Zeros (%)	5.8%
Negative	173
Negative (%)	53.2%
Memory size	2.7 KiB

Quantile statistics

Minimum	-0.65
5-th percentile	-0.25
Q1	-0.1
median	-0.02
Q3	0.04
95-th percentile	0.322
Maximum	1.06
Range	1.71
Interquartile range (IQR)	0.14

Descriptive statistics

Standard deviation	0.1905772192
Coefficient of variation (CV)	-110.9832041
Kurtosis	6.364752815
Mean	-0.001717171717
Median Absolute Deviation (MAD)	0.07
Skewness	1.66936657
Sum	-0.51
Variance	0.03631967649
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0	19	5.8%
-0.01	18	5.5%
-0.06	16	4.9%
-0.02	14	4.3%
-0.11	12	3.7%
-0.04	12	3.7%
0.01	11	3.4%
-0.09	9	2.8%
-0.12	9	2.8%
-0.03	9	2.8%
Other values (64)	168	51.7%
(Missing)	28	8.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.65	1	0.3%
-0.45	1	0.3%
-0.4	2	0.6%
-0.32	2	0.6%
-0.31	1	0.3%
-0.3	1	0.3%
-0.28	1	0.3%
-0.26	4	1.2%
-0.25	3	0.9%
-0.24	2	0.6%

Value	Count	Frequency (%)
1.06	1	0.3%
0.81	1	0.3%
0.77	1	0.3%
0.72	1	0.3%
0.65	1	0.3%
0.62	1	0.3%
0.59	1	0.3%
0.52	1	0.3%
0.5	1	0.3%
0.48	1	0.3%

Goals Added
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	171
Distinct (%)	57.6%
Missing	28
Missing (%)	8.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.03505050505

Minimum	-1.9
Maximum	3.84
Zeros	5
Zeros (%)	1.5%
Negative	159
Negative (%)	48.9%
Memory size	2.7 KiB

Quantile statistics

Minimum	-1.9
5-th percentile	-1.092
Q1	-0.35
median	-0.02
Q3	0.27
95-th percentile	1.456
Maximum	3.84
Range	5.74
Interquartile range (IQR)	0.62

Descriptive statistics

Standard deviation	0.7613990152
Coefficient of variation (CV)	21.72291138
Kurtosis	3.145249023
Mean	0.03505050505
Median Absolute Deviation (MAD)	0.33
Skewness	1.105422458
Sum	10.41
Variance	0.5797284603
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.02	8	2.5%
-0.52	6	1.8%
-0.01	6	1.8%
0.09	6	1.8%
0.03	6	1.8%
-0.09	5	1.5%
0	5	1.5%
0.01	5	1.5%
-0.63	4	1.2%
-0.12	4	1.2%
Other values (161)	242	74.5%
(Missing)	28	8.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.9	1	0.3%
-1.54	1	0.3%
-1.49	1	0.3%
-1.45	1	0.3%
-1.42	1	0.3%
-1.41	1	0.3%
-1.4	1	0.3%
-1.38	1	0.3%
-1.32	1	0.3%
-1.26	1	0.3%

Value	Count	Frequency (%)
3.84	1	0.3%
2.83	1	0.3%
2.65	1	0.3%
2.49	1	0.3%
2.28	1	0.3%
2.01	1	0.3%
2	1	0.3%
1.98	1	0.3%
1.95	1	0.3%
1.79	1	0.3%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	Player	Team	Season	Position	Minutes	Shots	SoT	G	xG	xPlace	G-xG	KeyP	A	xA	A-xA	xG+xA	PA	xPA	Passes	Pass %	xPass %	Score	Per100	Distance	Vertical	Touch %	Games	Dribbling	Fouling	Interrupting	Passing	Receiving	Shooting	Goals Added
0	Aaron Messer	NC	2021	CB	1	0	0	0	0.00	0.00	0.00	0	0	0.00	0.00	0.00	0.00	0.00	1	100.0%	95.0%	0.05	5.04	10.50	-10.35	0.2%	1	-0.00	0.00	0.01	-0.00	-0.00	-0.00	0.01
1	Aaron Molloy	MAD	2021	DM	2626	44	14	4	2.31	0.51	1.69	54	3	3.21	-0.21	5.53	1.96	1.50	2016	82.4%	80.3%	43.52	2.16	22.84	5.51	13.6%	27	0.72	0.12	0.68	1.24	-0.26	0.16	2.65
2	Aaron Walker	GVL	2021	CM	2356	32	8	5	2.55	1.56	2.45	17	3	1.21	1.79	3.76	1.77	1.68	1011	82.1%	81.0%	10.73	1.06	22.72	4.97	9.6%	25	-0.39	-0.04	0.20	-0.10	-0.32	0.37	-0.28
3	Abdi Mohamed	GVL	2021	FB	2129	11	3	0	0.57	-0.22	-0.57	25	3	3.19	-0.19	3.76	0.00	0.35	1173	73.8%	71.3%	29.43	2.51	22.58	5.89	10.3%	24	-0.18	-0.17	0.19	0.56	-0.25	-0.14	0.00
4	Abdul Illal Osumanu	OMA	2021	CB	1268	1	0	0	0.07	-0.07	-0.07	0	0	0.00	0.00	0.07	0.00	0.09	550	88.5%	87.3%	6.88	1.25	22.73	6.25	7.2%	15	-0.11	0.09	0.64	-0.24	-0.35	-0.18	-0.16
5	Abel Caputo	FTL	2021	DM	1234	7	1	1	0.77	-0.01	0.23	8	0	0.66	-0.66	1.43	0.39	0.42	464	84.9%	84.7%	1.16	0.25	20.77	2.01	4.9%	21	-0.04	0.24	-0.12	-0.22	-0.11	-0.22	-0.47
6	Abuchi Obinwa	TRM	2021	CM	1654	9	0	0	0.43	-0.43	-0.43	8	1	0.61	0.39	1.05	0.00	0.23	706	85.0%	86.3%	-9.53	-1.35	20.65	1.59	6.9%	23	-0.28	-0.18	-0.29	-0.28	-0.62	-0.24	-1.90
7	Adrian Billhardt	TRM	2021	W	225	9	2	0	0.63	-0.40	-0.63	2	1	0.20	0.80	0.83	0.00	0.44	73	64.4%	69.4%	-3.69	-5.05	21.01	0.93	5.2%	4	0.02	-0.02	0.07	-0.00	0.16	0.10	0.32
8	Aimé Mabika	FTL	2021	CB	1388	5	2	0	0.82	-0.47	-0.82	1	0	0.29	-0.29	1.10	0.00	0.23	822	90.4%	88.2%	17.68	2.15	23.49	7.45	11.6%	14	0.94	-0.06	2.02	0.05	-0.06	-0.06	2.83
9	Akira Fitzgerald	RIC	2021	GK	2685	0	0	0	0.00	0.00	0.00	1	0	0.09	-0.09	0.09	0.00	0.00	842	77.8%	77.4%	3.51	0.42	33.66	23.79	7.0%	27	NaN	NaN	NaN	NaN	NaN	NaN	NaN

Last rows

	Player	Team	Season	Position	Minutes	Shots	SoT	G	xG	xPlace	G-xG	KeyP	A	xA	A-xA	xG+xA	PA	xPA	Passes	Pass %	xPass %	Score	Per100	Distance	Vertical	Touch %	Games	Dribbling	Fouling	Interrupting	Passing	Receiving	Shooting	Goals Added
315	Ualefi	CHA	2021	DM	874	2	2	0	0.08	0.19	-0.08	3	0	0.10	-0.10	0.19	0.00	0.02	370	88.1%	86.1%	7.29	1.97	21.94	3.44	4.7%	16	-0.05	0.05	0.10	-0.03	-0.22	-0.13	-0.29
316	Venton Evans	FTL	2021	W	1569	35	15	4	2.97	0.37	1.03	8	2	1.35	0.65	4.33	1.19	1.40	410	77.6%	79.1%	-6.29	-1.53	17.70	-1.75	5.4%	21	-0.63	-0.42	0.19	-0.40	0.04	0.01	-1.22
317	Victor Falck	RIC	2021	CM	1689	13	4	0	0.71	-0.28	-0.71	8	1	0.27	0.73	0.98	0.00	0.64	662	76.9%	77.6%	-4.79	-0.72	22.96	6.96	7.4%	22	0.07	0.04	0.03	0.08	-0.25	-0.26	-0.28
318	Vincenzo Candela	TRM	2021	CM	912	13	5	0	0.56	-0.20	-0.56	5	1	0.44	0.56	1.00	0.00	0.47	376	86.2%	84.8%	5.12	1.36	20.45	2.85	4.2%	20	-0.10	0.00	0.51	-0.15	-0.32	-0.10	-0.17
319	Wallis Lapsley	TUC	2021	GK	2672	0	0	0	0.00	0.00	0.00	0	0	0.00	0.00	0.00	0.00	0.00	735	76.2%	74.5%	12.73	1.73	31.96	23.11	5.4%	27	NaN	NaN	NaN	NaN	NaN	NaN	NaN
320	William Mejia	GVL	2021	W	44	0	0	0	0.00	0.00	0.00	0	0	0.00	0.00	0.00	0.00	0.00	11	72.7%	69.9%	0.31	2.83	23.51	15.23	0.8%	4	-0.02	-0.00	-0.03	0.00	-0.03	-0.02	-0.09
321	Yannik Oettl	NER	2021	GK	195	0	0	0	0.00	0.00	0.00	0	0	0.00	0.00	0.00	0.00	0.00	50	84.0%	79.6%	2.21	4.42	29.07	21.85	3.2%	3	NaN	NaN	NaN	NaN	NaN	NaN	NaN
322	Yekeson Subah	NC	2021	ST	25	1	0	0	0.43	-0.43	-0.43	0	0	0.00	0.00	0.43	0.00	0.74	6	50.0%	48.8%	0.07	1.23	12.11	-8.68	0.9%	2	-0.02	0.01	-0.01	-0.01	0.24	0.00	0.21
323	Yoskar Galvan	OMA	2021	W	46	0	0	0	0.00	0.00	0.00	0	0	0.00	0.00	0.00	0.00	0.00	14	64.3%	72.8%	-1.19	-8.50	15.78	1.73	1.8%	2	-0.02	0.00	-0.00	-0.01	-0.04	-0.03	-0.09
324	Zacarías Morán Correa	RIC	2021	DM	2438	12	2	1	0.30	0.22	0.70	38	3	3.32	-0.32	3.62	1.54	0.25	1086	77.5%	76.3%	13.30	1.22	24.64	9.43	10.5%	25	0.10	-0.13	-0.02	0.91	-0.63	-0.28	-0.05

Overview

Variables

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Length

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Most frequent character per category

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Uppercase Letter

Other Punctuation

Space Separator

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Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Other Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

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Decimal Number

Most occurring scripts

Most frequent character per script

Common

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ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number